{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#
Interactive Computing with Jupyter and Python3 for GeoScientists
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
Introduction
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assumptions and Expectations:\n", " \n", " - You have programmed in something (Fortran, Matlab, Java, C, ...)\n", " - This is *not* a tutorial.\n", " \n", "During this demo, you will be exposed to:\n", " \n", " - *Python*, a high-level interpreted programming language.\n", " - *Jupyter (formerly IPython) Notebook*, a web-based interactive computational environment (hint: you're looking at it)\n", " - *Numpy*, the fundamental package for scientific computing. (array data type, libraries for linear algebra, Fourier transforms, etc.)\n", " - *Matplotlib*, a 2D plotting library.\n", " - *Pandas*, a data analysis library.\n", " - *ObsPy*, an open-source project dedicated to provide a Python framework for processing seismological data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
IPython Background
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is IPython?\n", "\n", " - A Python kernel which interprets and runs Python code\n", " - An interface where a user interacts with Python code\n", "\n", " \n", "Those interfaces can include:\n", "\n", " - the command line\n", " - the IPython notebook (browser)\n", " - other GUI applications\n", " - ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
Getting Started
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll need *git* installed - this may require administrator privileges. Recent versions of Mac OSX come with git pre-installed. Type \n", "\n", "*which git*\n", "\n", "in a Terminal window to see if you have this software already.\n", " \n", "- Windows: http://git-scm.com/download/win\n", "- Mac OS X: http://git-scm.com/download/mac" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next you need Python, with some additional libraries that makes it interesting for scientists. \n", "\n", "I recommend Anaconda from Continuum Analytics. http://continuum.io/downloads" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are other sources for \"scientific\" Python distributions, listed here: http://www.scipy.org/install.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You will also need to install the following packages from a command line (OSX Terminal or Windows Command Prompt):\n", "\n", "- BaseMap: \"conda install basemap\"\n", "- ObsPy: \"pip install obspy\"\n", "- mapio: \"pip install git+git://github.com/usgs/MapIOio.git\"\n", "- smtools: \"pip install git+git://github.com/usgs/smtools.git\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once Jupyter is installed, you need to start it up (from a Terminal or Command Prompt) in the directory where the IPythonDemo.ipynb file lives:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " jupyter notebook\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Jupyter Cells" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a markdown *cell*.\n", "\n", "This is the second *line*.\n", "\n", " * first\n", " * second\n", "\n", "Hello\n", "\n", "\n", "
  • one
  • \n", "
  • two
  • \n", "
    \n", "\n", "This is a *test*\n", "\n", "You cause the browser to render the markdown text in this cell by hitting \"Shift-Return\"." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5\n", "goodbye\n" ] } ], "source": [ "#This is a code cell\n", "#You execute all of the code in these cells by hitting \"Shift-Return\".\n", "foo = 5\n", "print(foo)\n", "print('goodbye')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following \"magic\" command (anything prefaced with \"%\" is referred to as *magic*) allows plots to be shown in-line with the code and markdown cells." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
    Plotting
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting with Random Data:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#The import statement allows you to use code from other modules \n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "x = np.random.rand(1000,1) #this results in a Numpy array - more on this later\n", "y = np.random.rand(1000,1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jzGLXnJn82sK4hfz6aLXuDG77WLtvN1SMijgLAEvZtx6RsXfx3b69fGCpTWrj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\nUqRbqIPUEx0yOFlnSHHWKqmjiZSGQNl4ehMnsU58lFHhWj1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,6))\n", "plt.plot(x,y,'bx')\n", "th = plt.title('Title')\n", "xl = plt.xlabel('X')\n", "yl = plt.ylabel('Y')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Interactive Plotting" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
    \n", "" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import mpld3\n", "fig = plt.figure(figsize=(8,5))\n", "plt.plot(x,y,'b.')\n", "th = plt.title('Random Points')\n", "xl = plt.xlabel('X')\n", "yl = plt.ylabel('Y')\n", "mpld3.display()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting with Real Data or How Not To Do Loss Modeling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NB: The SciPy stack includes a package called pandas, which provides R-like data analysis and tools for reading in spreadsheet-like data (CSV, Excel, etc.)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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klAHo+//oY3sC2/W61blHEelwHZQu+TJLZnaKpHdIOkXSwZI+LelV7v6D2Tez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\nEAxtxV8HOV7nzKxEjxCUAWU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "df = pd.read_excel('EXPO_CAT_2007_12.xlsx',sheetname='Sheet1')\n", "f = plt.figure(figsize=(10,6))\n", "ph = plt.semilogy(df['PAGER_prefMag'].get_values(),df['PAGER_prefShakingDeaths'].get_values(),'r.')\n", "th = plt.xlabel('Magnitude')\n", "th = plt.ylabel('Shaking Deaths')\n", "th = plt.title('Magnitude vs Shaking Deaths')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and this is why we don't model fatalities this way!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pandas reads the spreadsheet into a data structure called a *DataFrame*. You can do many things with a DataFrame, the least of which is viewing the contents in a notebook, as below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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    2196209011920Buyin-Zara, Iran1962-09-01 19:20:40716850.80601935.56349.81719.06.9MsIRAN; ISLAMIC REPUBLIC OF...1876627122726724432984579412233658667200
    3196307260417Skopje, Yugoslavia1963-07-26 04:17:00717178.17847242.10021.5005.06.0UKMACEDONIA; THE FORMER YUGOSLAV REPUBLIC OF...41985310158324669955997755600000
    4196403280336Prince William Sound, Alaska1964-03-28 03:36:12717424.15013961.019-147.6266.39.2MwUNITED STATES MINOR OUTLYING ISLANDS...433064252006932395874172070000
    5196504291528Puget Sound, Washington1965-04-29 15:28:45717821.64496547.317-122.33365.76.5mbUNITED STATES...8277088293969354471311616530000
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    7196608191222Varto, Turkey1966-08-19 12:22:10718298.51539439.16541.57517.06.8MwTURKEY...12878011717566620338891440467600000
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    5622200712101210NaN2007-12-10 12:10:07733386.507025-3.568144.43910.05.7MwPAPUA NEW GUINEA...149527400000000
    5623200712130520NaN2007-12-13 05:20:21733389.222465-23.157-70.47915.06.0MwCHILE...3501889507308213175321000
    5624200712130723NaN2007-12-13 07:23:39733389.308090-23.202-70.54916.06.2MwCHILE...2479122307055112554118112000
    5625200712131452NaN2007-12-13 14:52:16733389.61963051.60116.0735.04.5MbPOLAND...0000000000
    5626200712151822NaN2007-12-15 18:22:27733391.765590-32.689-71.69525.05.9MwCHILE...609772456924868265241841300000
    5627200712160809NaN2007-12-16 08:09:17733392.339780-22.954-70.18245.06.7MwCHILE...103073094368584827347900000
    5628200712170605NaN2007-12-17 06:05:41733393.25394727.357107.75110.04.6MbCHINA...0000000000
    5629200712191134NaN2007-12-19 11:34:56733395.482593-6.952155.77845.05.9MsSOLOMON ISLANDS...516365947553339000000
    5630200712200306NaN2007-12-20 03:06:56733396.129815-32.713-71.78830.05.5MwCHILE...1953320027249570000000
    5631200712200755NaN2007-12-20 07:55:15733396.330035-39.011178.29120.06.6MwNEW ZEALAND...333853530000000
    5632200712200948NaN2007-12-20 09:48:29733396.40866939.41733.21210.05.7MwTURKEY...436081958334602834251000000
    5633200712220711NaN2007-12-22 07:11:08733398.299398-2.407139.06720.06.2MwINDONESIA...388293284510353191314135846005300
    5634200712221226NaN2007-12-22 12:26:17733398.5182522.08796.80623.06.1MwINDONESIA...1184927534903812514113500000
    5635200712231256NaN2007-12-23 12:56:13733399.539039-4.04339.25310.04.9MwKENYA...172000000000
    5636200712262347NaN2007-12-26 23:47:10733402.99108839.44633.1628.05.6MwTURKEY...371581013169021935128900000
    \n", "

    5637 rows × 51 columns

    \n", "
    " ], "text/plain": [ " eqID eqName PAGER_dateStr \\\n", "0 196002292340 Agadir, Morocco 1960-02-29 23:40:12 \n", "1 196005221911 Concepcion, Chile 1960-05-22 19:11:17 \n", "2 196209011920 Buyin-Zara, Iran 1962-09-01 19:20:40 \n", "3 196307260417 Skopje, Yugoslavia 1963-07-26 04:17:00 \n", "4 196403280336 Prince William Sound, Alaska 1964-03-28 03:36:12 \n", "5 196504291528 Puget Sound, Washington 1965-04-29 15:28:45 \n", "6 196606280426 Parkfield, California 1966-06-28 04:26:15 \n", "7 196608191222 Varto, Turkey 1966-08-19 12:22:10 \n", "8 196702091524 Huila, Colombia 1967-02-09 15:24:47 \n", "9 196707221656 Mudurnu Valley, Turkey 1967-07-22 16:56:55 \n", "10 196707300000 Caracas, Venezuela 1967-07-30 00:00:02 \n", "11 196712102251 Koyna, India 1967-12-10 22:51:21 \n", "12 196804090229 Borrego Mountain, California 1968-04-09 02:29:01 \n", "13 196805231724 Inangahua, New Zealand 1968-05-23 17:24:20 \n", "14 196808311047 Dasht-e Bayaz, Iran 1968-08-31 10:47:40 \n", "15 196810140258 Meckering, Australia 1968-10-14 02:58:50 \n", "16 196907252249 Yangjiang, China 1969-07-25 22:49:38 \n", "17 196909292003 Ceres, South Africa 1969-09-29 20:03:30 \n", "18 197001041700 Tonghai, China 1970-01-04 17:00:40 \n", "19 197003101715 Calingiri, Australia 1970-03-10 17:15:12 \n", "20 197003282102 Gediz, Turkey 1970-03-28 21:02:25 \n", "21 197005312023 Peru 1970-05-31 20:23:32 \n", "22 197012100434 Peru-Ecuador Border 1970-12-10 04:34:39 \n", "23 197102091400 San Fernando, California 1971-02-09 14:00:41 \n", "24 197107090303 Valparaiso, Chile 1971-07-09 03:03:19 \n", "25 197204100206 Ghir, Iran 1972-04-10 02:06:51 \n", "26 197212230629 Managua, Nicaragua 1972-12-23 06:29:44 \n", "27 197301031431 NaN 1973-01-03 14:31:07 \n", "28 197301061552 NaN 1973-01-06 15:52:42 \n", "29 197301130605 NaN 1973-01-13 06:05:40 \n", "... ... ... ... \n", "5607 200711251602 NaN 2007-11-25 16:02:15 \n", "5608 200711251741 NaN 2007-11-25 17:41:38 \n", "5609 200711251953 NaN 2007-11-25 19:53:05 \n", "5610 200711252312 NaN 2007-11-25 23:12:17 \n", "5611 200711261351 NaN 2007-11-26 13:51:39 \n", "5612 200711270426 NaN 2007-11-27 04:26:58 \n", "5613 200711271149 NaN 2007-11-27 11:49:58 \n", "5614 200712010144 NaN 2007-12-01 01:44:31 \n", "5615 200712032152 NaN 2007-12-03 21:52:45 \n", "5616 200712032233 NaN 2007-12-03 22:33:13 \n", "5617 200712062143 NaN 2007-12-06 21:43:47 \n", "5618 200712070141 NaN 2007-12-07 01:41:01 \n", "5619 200712081955 NaN 2007-12-08 19:55:19 \n", "5620 200712090203 NaN 2007-12-09 02:03:29 \n", "5621 200712090522 NaN 2007-12-09 05:22:11 \n", "5622 200712101210 NaN 2007-12-10 12:10:07 \n", "5623 200712130520 NaN 2007-12-13 05:20:21 \n", "5624 200712130723 NaN 2007-12-13 07:23:39 \n", "5625 200712131452 NaN 2007-12-13 14:52:16 \n", "5626 200712151822 NaN 2007-12-15 18:22:27 \n", "5627 200712160809 NaN 2007-12-16 08:09:17 \n", "5628 200712170605 NaN 2007-12-17 06:05:41 \n", "5629 200712191134 NaN 2007-12-19 11:34:56 \n", "5630 200712200306 NaN 2007-12-20 03:06:56 \n", "5631 200712200755 NaN 2007-12-20 07:55:15 \n", "5632 200712200948 NaN 2007-12-20 09:48:29 \n", "5633 200712220711 NaN 2007-12-22 07:11:08 \n", "5634 200712221226 NaN 2007-12-22 12:26:17 \n", "5635 200712231256 NaN 2007-12-23 12:56:13 \n", "5636 200712262347 NaN 2007-12-26 23:47:10 \n", "\n", " PAGER_dateNum PAGER_lat PAGER_lon PAGER_depth PAGER_prefMag \\\n", "0 715935.986250 30.500 -9.500 NaN 6.8 \n", "1 716018.799502 -38.294 -73.054 35.0 9.6 \n", "2 716850.806019 35.563 49.817 19.0 6.9 \n", "3 717178.178472 42.100 21.500 5.0 6.0 \n", "4 717424.150139 61.019 -147.626 6.3 9.2 \n", "5 717821.644965 47.317 -122.333 65.7 6.5 \n", "6 718246.184896 35.875 -120.487 1.2 6.1 \n", "7 718298.515394 39.165 41.575 17.0 6.8 \n", "8 718472.642211 2.890 -74.801 41.4 7.2 \n", "9 718635.706192 40.629 30.740 4.4 7.4 \n", "10 718643.000023 10.555 -67.310 23.1 6.6 \n", "11 718776.952326 17.390 73.774 4.5 6.3 \n", "12 718897.103484 33.157 -116.194 15.0 6.6 \n", "13 718941.725231 -41.743 172.123 46.8 7.2 \n", "14 719041.449769 34.037 58.962 11.8 7.2 \n", "15 719085.124190 -31.522 116.978 5.0 6.8 \n", "16 719369.951134 21.611 111.803 3.7 5.9 \n", "17 719435.835764 -33.191 19.335 15.0 6.3 \n", "18 719532.708796 24.148 102.462 14.1 7.2 \n", "19 719597.718889 -31.093 116.513 15.0 5.5 \n", "20 719615.876678 39.174 29.545 24.4 6.9 \n", "21 719679.849676 -9.248 -78.842 73.2 7.5 \n", "22 719872.190729 -4.079 -80.660 19.5 7.1 \n", "23 719933.583808 34.400 -118.391 5.0 6.6 \n", "24 720083.127303 -32.558 -71.085 59.0 7.8 \n", "25 720359.088090 28.411 52.789 5.6 6.9 \n", "26 720616.270648 12.351 -86.127 6.8 6.2 \n", "27 720627.604942 39.163 71.915 42.5 5.5 \n", "28 720630.661597 -14.653 166.484 27.1 6.1 \n", "29 720637.253935 -16.817 28.137 10.0 5.0 \n", "... ... ... ... ... ... \n", "5607 733371.668229 -8.292 118.370 20.0 6.5 \n", "5608 733371.737245 -2.238 100.413 35.0 5.9 \n", "5609 733371.828530 -8.224 118.467 18.0 6.5 \n", "5610 733371.966863 28.555 77.057 10.0 4.7 \n", "5611 733372.577535 37.392 141.586 42.0 5.9 \n", "5612 733373.185394 16.058 119.838 35.0 5.9 \n", "5613 733373.493032 -10.950 162.149 16.0 6.6 \n", "5614 733377.072581 1.981 97.883 44.0 5.9 \n", "5615 733379.911632 -6.374 148.463 29.0 5.9 \n", "5616 733379.939734 -6.452 148.623 37.0 5.8 \n", "5617 733382.905405 12.263 125.386 37.0 5.9 \n", "5618 733383.070150 -13.516 -76.656 22.0 5.6 \n", "5619 733384.830081 -7.558 37.646 6.0 5.6 \n", "5620 733385.085752 -15.048 -44.231 10.0 4.9 \n", "5621 733385.223738 12.277 125.420 39.0 5.6 \n", "5622 733386.507025 -3.568 144.439 10.0 5.7 \n", "5623 733389.222465 -23.157 -70.479 15.0 6.0 \n", "5624 733389.308090 -23.202 -70.549 16.0 6.2 \n", "5625 733389.619630 51.601 16.073 5.0 4.5 \n", "5626 733391.765590 -32.689 -71.695 25.0 5.9 \n", "5627 733392.339780 -22.954 -70.182 45.0 6.7 \n", "5628 733393.253947 27.357 107.751 10.0 4.6 \n", "5629 733395.482593 -6.952 155.778 45.0 5.9 \n", "5630 733396.129815 -32.713 -71.788 30.0 5.5 \n", "5631 733396.330035 -39.011 178.291 20.0 6.6 \n", "5632 733396.408669 39.417 33.212 10.0 5.7 \n", "5633 733398.299398 -2.407 139.067 20.0 6.2 \n", "5634 733398.518252 2.087 96.806 23.0 6.1 \n", "5635 733399.539039 -4.043 39.253 10.0 4.9 \n", "5636 733402.991088 39.446 33.162 8.0 5.6 \n", "\n", " PAGER_prefMagType ISO_country ... \\\n", "0 UK MOROCCO ... \n", "1 Mw CHILE ... \n", "2 Ms IRAN; ISLAMIC REPUBLIC OF ... \n", "3 UK MACEDONIA; THE FORMER YUGOSLAV REPUBLIC OF ... \n", "4 Mw UNITED STATES MINOR OUTLYING ISLANDS ... \n", "5 mb UNITED STATES ... \n", "6 Mw UNITED STATES ... \n", "7 Mw TURKEY ... \n", "8 Mw COLOMBIA ... \n", "9 Mw TURKEY ... \n", "10 Mw VENEZUELA ... \n", "11 Mw INDIA ... \n", "12 Mw UNITED STATES ... \n", "13 Mw NEW ZEALAND ... \n", "14 Mw IRAN; ISLAMIC REPUBLIC OF ... \n", "15 Ms AUSTRALIA ... \n", "16 Ms CHINA ... \n", "17 Ms SOUTH AFRICA ... \n", "18 Mw CHINA ... \n", "19 mb AUSTRALIA ... \n", "20 Mw TURKEY ... \n", "21 mB PERU ... \n", "22 Mw PERU ... \n", "23 Mw UNITED STATES ... \n", "24 Mw CHILE ... \n", "25 Ms IRAN; ISLAMIC REPUBLIC OF ... \n", "26 Ms NICARAGUA ... \n", "27 Mb TAJIKISTAN ... \n", "28 Mb VANUATU ... \n", "29 Mb ZAMBIA ... \n", "... ... ... ... \n", "5607 Mw INDONESIA ... \n", "5608 Mw INDONESIA ... \n", "5609 Mw INDONESIA ... \n", "5610 Mb INDIA ... \n", "5611 Mw JAPAN ... \n", "5612 Mw PHILIPPINES ... \n", "5613 Mw SOLOMON ISLANDS ... \n", "5614 Mw INDONESIA ... \n", "5615 Mw PAPUA NEW GUINEA ... \n", "5616 Mw PAPUA NEW GUINEA ... \n", "5617 Mw PHILIPPINES ... \n", "5618 Mw PERU ... \n", "5619 Mw TANZANIA; UNITED REPUBLIC OF ... \n", "5620 Mb BRAZIL ... \n", "5621 Mw PHILIPPINES ... \n", "5622 Mw PAPUA NEW GUINEA ... \n", "5623 Mw CHILE ... \n", "5624 Mw CHILE ... \n", "5625 Mb POLAND ... \n", "5626 Mw CHILE ... \n", "5627 Mw CHILE ... \n", "5628 Mb CHINA ... \n", "5629 Ms SOLOMON ISLANDS ... \n", "5630 Mw CHILE ... \n", "5631 Mw NEW ZEALAND ... \n", "5632 Mw TURKEY ... \n", "5633 Mw INDONESIA ... \n", "5634 Mw INDONESIA ... \n", "5635 Mw KENYA ... \n", "5636 Mw TURKEY ... \n", "\n", " R055 R060 R065 R070 R075 R080 R085 R090 R095 \\\n", "0 386373 157250 58444 72540 9437 2616 2043 1794 0 \n", "1 169057 147534 296107 642706 312787 3124 733 885 108 \n", "2 187662 71227 26724 43298 45794 12233 6586 672 0 \n", "3 419853 101583 24669 9559 9775 560 0 0 0 \n", "4 4330 6425 20069 32395 8741 7207 0 0 0 \n", "5 82770 88293 96935 44713 11616 53 0 0 0 \n", "6 4261 2097 274 96 226 68 128 0 0 \n", "7 128780 117175 66620 33889 14404 6760 0 0 0 \n", "8 132270 93826 53462 24331 12691 5082 1744 84 0 \n", "9 332488 149770 94191 66201 37965 18016 19324 16157 8302 \n", "10 53493 4545 6298 3922 302 28245 18778 0 0 \n", "11 864854 95226 26255 19916 11493 9 0 0 0 \n", "12 75572 24267 6080 3851 1827 990 1213 268 112 \n", "13 31282 4417 2108 1079 940 4926 567 416 64 \n", "14 20499 84456 8283 3184 4054 3540 5106 208 0 \n", "15 9869 3888 425 832 159 89 185 17 0 \n", "16 468075 200547 120040 106790 48788 27734 36218 6716 0 \n", "17 44213 29145 9968 7396 8657 6712 2523 0 0 \n", "18 594048 389025 408284 355877 340600 135622 69758 81777 36177 \n", "19 404 14 0 0 0 0 0 0 0 \n", "20 354498 196479 100403 70369 41779 43276 23391 16205 10199 \n", "21 640684 428048 457396 361988 84788 27566 0 0 0 \n", "22 209312 217192 487314 178338 163376 1418 0 0 0 \n", "23 28862 13045 2422 881 425 270 426 219 0 \n", "24 239605 139548 155303 122191 117201 173507 130 0 0 \n", "25 209924 17064 12987 13963 6194 11589 4919 1532 617 \n", "26 127586 12359 1554 14 0 0 0 0 0 \n", "27 3818 43 0 0 0 0 0 0 0 \n", "28 2538 222 659 319 915 0 0 0 0 \n", "29 120 0 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... ... \n", "5607 282625 155074 172412 32902 15439 9371 2717 4107 0 \n", "5608 47355 3263 0 0 0 0 0 0 0 \n", "5609 268828 286116 85785 3787 1520 6166 2369 858 0 \n", "5610 0 0 0 0 0 0 0 0 0 \n", "5611 4220 1496 0 0 0 0 0 0 0 \n", "5612 448019 211334 166941 358146 0 0 0 0 0 \n", "5613 7808 3307 2939 2106 3839 547 417 0 0 \n", "5614 94266 131551 53313 0 0 0 0 0 0 \n", "5615 7950 0 0 0 0 0 0 0 0 \n", "5616 5365 598 0 0 0 0 0 0 0 \n", "5617 157388 192098 107301 77402 0 0 0 0 0 \n", "5618 0 0 0 0 0 0 0 0 0 \n", "5619 49479 15839 9918 3041 596 0 0 0 0 \n", "5620 0 0 0 0 0 0 0 0 0 \n", "5621 168342 53885 73126 0 0 0 0 0 0 \n", "5622 1495 274 0 0 0 0 0 0 0 \n", "5623 3501 889 507 308 2131 753 21 0 0 \n", "5624 24791 2230 705 511 2554 118 112 0 0 \n", "5625 0 0 0 0 0 0 0 0 0 \n", "5626 60977 24569 24868 26524 18413 0 0 0 0 \n", "5627 10307 30943 6858 4827 3479 0 0 0 0 \n", "5628 0 0 0 0 0 0 0 0 0 \n", "5629 5163 6594 7553 339 0 0 0 0 0 \n", "5630 19533 20027 24957 0 0 0 0 0 0 \n", "5631 3338 535 3 0 0 0 0 0 0 \n", "5632 43608 19583 3460 2834 2510 0 0 0 0 \n", "5633 38829 32845 10353 1913 1413 584 600 53 0 \n", "5634 11849 27534 9038 12514 1135 0 0 0 0 \n", "5635 172 0 0 0 0 0 0 0 0 \n", "5636 37158 10131 6902 1935 1289 0 0 0 0 \n", "\n", " R100 \n", "0 0 \n", "1 373 \n", "2 0 \n", "3 0 \n", "4 0 \n", "5 0 \n", "6 0 \n", "7 0 \n", "8 0 \n", "9 26912 \n", "10 0 \n", "11 0 \n", "12 132 \n", "13 381 \n", "14 0 \n", "15 0 \n", "16 0 \n", "17 0 \n", "18 36360 \n", "19 0 \n", "20 17174 \n", "21 0 \n", "22 0 \n", "23 0 \n", "24 0 \n", "25 50 \n", "26 0 \n", "27 0 \n", "28 0 \n", "29 0 \n", "... ... \n", "5607 0 \n", "5608 0 \n", "5609 0 \n", "5610 0 \n", "5611 0 \n", "5612 0 \n", "5613 0 \n", "5614 0 \n", "5615 0 \n", "5616 0 \n", "5617 0 \n", "5618 0 \n", "5619 0 \n", "5620 0 \n", "5621 0 \n", "5622 0 \n", "5623 0 \n", "5624 0 \n", "5625 0 \n", "5626 0 \n", "5627 0 \n", "5628 0 \n", "5629 0 \n", "5630 0 \n", "5631 0 \n", "5632 0 \n", "5633 0 \n", "5634 0 \n", "5635 0 \n", "5636 0 \n", "\n", "[5637 rows x 51 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
    Data Arrays
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Python lists vs Numpy Arrays" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[7, 14, 21, 28, 35]\n", "[ 7 14 21 28 35]\n" ] } ], "source": [ "x = [1,2,3,4,5] #a homogenous python list\n", "y = np.array(x) #this is a numpy array, created with a list as input\n", "\n", "#To multiply every element in a list by 5, you have to loop over the list\n", "for i in range(0,len(x)):\n", " x[i] = x[i] * 7\n", "\n", "print(x)\n", "\n", "#To multiply every element in a numpy array by 5, just do this:\n", "y = y * 7\n", "print(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Optimization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a number of packages and methods for optimizing Python code. Here is a very basic progression." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Looping over list: 5.38e-01 seconds\n" ] } ], "source": [ "#Looping over two lists of a million values and doing calculations on each element\n", "import datetime\n", "a = range(0,1000000)\n", "b = range(0,1000000)\n", "t1 = datetime.datetime.now()\n", "for i in range(0,len(a)):\n", " a[i]**2 + b[i]**2 + 2*a[i]*b[i]\n", "t2 = datetime.datetime.now()\n", "dt1 = ((t2-t1).microseconds/1e6)\n", "print('Looping over list: %.2e seconds' % dt1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Numpy array: 2.50e-02 seconds\n", "Numpy is 21.5x faster than looping over a list\n" ] } ], "source": [ "#Vectorizing with numpy\n", "a = np.arange(1e6)\n", "b = np.arange(1e6)\n", "t3 = datetime.datetime.now()\n", "a**2 + b**2 + 2*a*b\n", "t4 = datetime.datetime.now()\n", "dt2 = ((t4-t3).microseconds/1e6)\n", "print('Numpy array: %.2e seconds' % dt2)\n", "print('Numpy is %.1fx faster than looping over a list' % (dt1/dt2))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numexpr eval: 4.70e-03 seconds\n", "Numexpr is 5.3x faster than numpy\n" ] } ], "source": [ "#Running on multiple cores with numexpr\n", "import numexpr as ne\n", "t5 = datetime.datetime.now()\n", "ne.evaluate(\"a**2 + b**2 + 2*a*b\") #Turn simple numpy expression into a string\n", "t6 = datetime.datetime.now()\n", "dt3 = ((t6-t5).microseconds/1e6)\n", "print('numexpr eval: %.2e seconds' % dt3)\n", "print('Numexpr is %.1fx faster than numpy' % (dt2/dt3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2D Arrays (ShakeMap Example)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+sUGtoc4wTTZYO6fnVk2LnwAzgRMlnY1dZqMuutepLUGVmAunBKrocC7PQdAz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2kQhXKL5oZ3p8fXFFxxx3PeeKfW+EspXqb8JaIjofUU/IaCr/lS3ss76XHeYrXF2Ail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\npmtS7BDTVBlJ2RLnLQrHUgkYy7XYJ9cupyehHTKW8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K7nv5PyKbdeJvlSzT3VHgErsZNK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pzATJ6XjGHXMOvOAN8H4RxPQpRH59puArPmTGZfKNadmx5MiMhgiH5iO+xDDwB/yALUsyKiJa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RyZEAxVf8w/pKDir90f8er1uygF2liGOmF28UBatGwepLo4+GBV8B5CgXc5MP6ezn/hhNoQ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\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VEIYV1W4gjIoNOSyzmNJ1RBaBjKn6njABSk3t46kOn056V1ufwG8AxbKd9ZddTRPQFAFH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\nyqm0xiza1lhOxqs8avlQyvHTEgqWDJ1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vtKKeX1/zqet77eABT+dnFHWKfun216/aJgOt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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mapio.shake import ShakeGrid #ShakeGrid is a class that holds one variable of a ShakeMap grid XML file\n", "shakemap = ShakeGrid.load('grid.xml',adjust='res')\n", "eventdict = shakemap.getEventDict()\n", "fig = plt.figure(figsize=(8,8))\n", "ax = fig.add_axes([0,0,1.0,1.0])\n", "p = plt.imshow(shakemap.getLayer('mmi').getData(),cmap='jet',vmin=1,vmax=10)\n", "plt.xlabel('Columns')\n", "plt.ylabel('Rows')\n", "locstr = eventdict['event_description']\n", "mag = eventdict['magnitude']\n", "datestr = eventdict['event_timestamp'].strftime('%b %d, %Y %H:%M:%S')\n", "th = plt.title('PGA for %s - %s M%.1f' % (locstr,datestr,mag))\n", "ch=plt.colorbar(shrink=0.7)\n", "\n", "#To save the above figure to a file, you can call the matplotlib savefig() function\n", "#NB: This function MUST be in the same cell as the code generating the figure\n", "#The formats supported by savefig() can vary, but generally speaking PNG, JPG, and PDF are well supported. \n", "plt.savefig('shakemap.png')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#extra code cell to clean the PNG file made above - delete or don't execute this cell if you want to keep it\n", "#Any system command can be run from IPython by preceding it with \"!\"\n", "!rm shakemap.png" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
    Geo-Spatial Data in Python
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a couple of fundamental packages for dealing with vector (points, lines, polygons) data in Python. They are:\n", "\n", " - fiona A package which reads in various vector data formats (shapefiles, geojson, etc.)\n", " - shapely A package which allows various geometric operations on shapes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's read in a shapefile of the boundaries of the US (from US Census: https://www.census.gov/geo/maps-data/data/cbf/cbf_nation.html)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import fiona\n", "from shapely.geometry import shape, Point" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "recs = fiona.open('cb_2015_us_nation_20m.shp','r')\n", "#turn a record into a shapely shape (MultiPolygon, in this case)\n", "uspoly = shape(recs[0]['geometry']) \n", "#This multipolygon has the continental US, plus lots of islands. \n", "#Let's just grab the continental US (should be the one with most vertices)\n", "npoints = []\n", "for i in range(0,len(uspoly)):\n", " poly = uspoly[i]\n", " npoints.append(len(poly.exterior.coords))\n", "\n", "npoints = np.array(npoints)\n", "imax = npoints.argmax()\n", "continent = uspoly[imax]\n", "recs.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can look at a shape in Jupyter simply by typing the name of the variable." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "continent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try looking at a list of recent (1 day) earthquakes and figuring out which ones are inside the continental US..." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Event mb80154014 is inside continental US\n", "Event us20006482 is inside continental US\n", "Event ci37385847 is inside continental US\n" ] } ], "source": [ "import urllib.request as request\n", "import json\n", "feedurl = 'http://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/2.5_day.geojson'\n", "fh = request.urlopen(feedurl)\n", "data = fh.read().decode('utf-8')\n", "jdict = json.loads(data)\n", "insidelat = []\n", "insidelon = []\n", "outsidelat = []\n", "outsidelon = []\n", "for event in jdict['features']:\n", " lon,lat,depth = event['geometry']['coordinates']\n", " p = Point(lon,lat)\n", " if continent.contains(p):\n", " print('Event %s is inside continental US' % event['id'])\n", " insidelat.append(lat)\n", " insidelon.append(lon)\n", " else:\n", " outsidelat.append(lat)\n", " outsidelon.append(lon)\n", "fh.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the inside/outside points on top of our continent..." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zbNu2rUixmAKTY9KMi4v8cTlyRO9IiMgaqCowZIhM2Pzuu7sru5mZktT6+8vX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\n5p+2cBUqQG6uaoCL5Od8jN/7cc75WL+GiEhxXHONvU1+yy1hRyJh+Pl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YRCTB3HwzjB8f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cx,cy = zip(*continent.exterior.coords)\n", "f = plt.figure(figsize=(12,8))\n", "plt.plot(cx,cy,'b')\n", "plt.plot(insidelon,insidelat,'r*')\n", "plt.plot(outsidelon,outsidelat,'gd')\n", "plt.axis([-140,-60,25,50])\n", "lh=plt.legend(['Continental US','Earthquakes inside','Earthquakes outside'],numpoints=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
    ObsPy - Python for Seismologists
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*ObsPy* is a Python package which provides tools to access, process, and visualize seismological data.\n", "\n", "Notes:\n", " * The NEIC maintains a system called the Continuous Waveform Buffer (CWB) that holds seismometer waveform data used for earthquake detection/location.\n", " * There is a CWB module for ObsPy, which we can use to get data from seismometers.\n", " * Seismometer waveform data is organized into *Streams*. From the obspy website:\n", "\n", ">Streams are list-like objects which contain multiple Trace objects, i.e. gap-less continuous time series and related header/meta information." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Retrieving Data from CWB" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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F/EppaWmdMkAhWNQpLy/HoEGD0K1bNzg4OMDGxgYAkJKSgkGDBmHgwIF13F8AcOXKFZw4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\nIyPjuq7NysqiSZMmREVF+a0+vuaasSuYiY2N9XlM2o5eGXBNA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.simplefilter(\"ignore\", DeprecationWarning)\n", "from obspy.clients.neic import Client\n", "from obspy import UTCDateTime\n", "from obspy import read\n", "client = Client()\n", "t = UTCDateTime() - 5 * 3600 # 5 hours before now\n", "stream = client.get_waveforms(\"IU\", \"ANMO\", \"00\", \"BH?\", t, t + 120) #get 2 minutes worth of data\n", "fig = plt.figure(figsize=(12,4))\n", "ph = stream.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting Focal Mechanisms on a Map" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#First we need to write a quick function to get the last 7 or 30 days's worth of focal mechanisms. \n", "#To do this, we'll pull down the last 7 days of events from the web site, and extract the strike, \n", "#dip and rake values for those events which have had a moment tensor generated for them.\n", "\n", "import json\n", "def getRecentFM():\n", " feed7 = 'http://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/4.5_week.geojson'\n", " feed30 = 'http://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/4.5_month.geojson'\n", " fh = request.urlopen(feed7)\n", " data = fh.read().decode('utf-8')\n", " fh.close()\n", " jdict = json.loads(data)\n", " focals = []\n", " for event in jdict['features']:\n", " etypes = event['properties']['types'].strip(',').split(',')\n", " if 'moment-tensor' in etypes or 'focal-mechanism' in etypes:\n", " lon,lat,depth = event['geometry']['coordinates']\n", " eurl = event['properties']['detail']\n", " fh = request.urlopen(eurl)\n", " edata = fh.read().decode('utf-8')\n", " fh.close()\n", " edict = json.loads(edata)\n", " mt = edict['properties']['products']['moment-tensor'][0]\n", " if 'nodal-plane-1-strike' not in mt['properties']:\n", " continue\n", " strike = float(mt['properties']['nodal-plane-1-strike'])\n", " dip = float(mt['properties']['nodal-plane-1-dip'])\n", " if 'nodal-plane-1-rake' in mt['properties']:\n", " rake = float(mt['properties']['nodal-plane-1-rake'])\n", " else:\n", " rake = float(mt['properties']['nodal-plane-1-slip'])\n", " focals.append((lat,lon,strike,dip,rake))\n", " return focals" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "eventlist = getRecentFM()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(eventlist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up a map with Basemap, a mapping extension to the matplotlib package - handy for replacing GMT :)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3Pu+//wHJyZfgct1AW9tjNDQ8QVradFyu29mx44Qu5dntWTgcP8FkmorTOaXH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\nnk1aWmtGjuzEJ590Y9Cggc+4W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ThQQ5s2V5DJ5pKUNPO+dqRSdzw938LTcwPjx08iP+O/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zNnzuXjj98HoGPHQxgMrdxRzSYTt0qqnG/1OOnIyzvWbEe3WCw88MCjvPnmGtLStolGWyP4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\nEAh8HLf7ZOLxN4nF/o6uv0Ystpmf/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.basemap import Basemap\n", "from obspy.imaging.beachball import beach\n", "fig = plt.figure(figsize=(12,12))\n", "ax = fig.add_axes([0,0,1.0,1.0])\n", "m = Basemap(projection='cyl', lon_0=142.36929, lat_0=38.3215,\n", " resolution='c',ax=ax)\n", "m.drawcoastlines()\n", "m.fillcontinents(lake_color='#2E2EFE')\n", "m.drawparallels(np.arange(-90., 120., 30.))\n", "m.drawmeridians(np.arange(0., 420., 60.))\n", "m.drawmapboundary(fill_color='#2E2EFE')\n", "for event in eventlist:\n", " lat,lon = event[0:2]\n", " if lon < 0:\n", " lon += 360 #cylindrical projections need longitudes 0-360\n", " fm = event[2:]\n", " x, y = m(lon, lat)\n", " b = beach(fm, xy=(x, y), width=10, linewidth=1, alpha=0.85,facecolor='r')\n", " b.set_zorder(10)\n", " bc=ax.add_collection(b)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Using ObsPy to get peak ground motions\n", "\n", "Below are the first few lines of a Turkish strong-motion data set. The *smtools* package provides a function for reading that data." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "STRONG GROUND MOTION RECORDS OF TURKIYE\r", "\r\n", "PLACE : MU� MALAZGIRT METEOROLOJI �STASYON M�D�RL���\r", "\r\n", "EARTHQUAKE DATE : 2011/10/23 10:41:20 (GMT)\r", "\r\n", "EPICENTER COORDINATES : 38.68900N-43.46570E\r", "\r\n", "EARTHQUAKE DEPTH (km) : 19.02\r", "\r\n", "EARTHQUAKE MAGNITUDE : 6.7 ML\r", "\r\n", "STATION ID : 4902\r", "\r\n", "STATION COORDINATES : 39.14394N-42.53072E\r", "\r\n", "STATION ALTITUDE (m) : 1519\r", "\r\n", "RECORDER TYPE : SigSa smach\r", "\r\n" ] } ], "source": [ "!head 20111023104120_4902.txt" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TR.4902..EW\n" ] }, { "data": { "image/png": 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UzgTEtGnTuPpqx6k/rrvuOg4fPqz2DwsLUz3b/Px8h/H8smfr4eFBTk6Oykzp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\nHDlyRLlH4uLiyM3Ndeh1twfLli3j+++/b9Mx1q5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "from smtools.turkey import readturkey\n", "tracelist = readturkey('20111023104120_4902.txt')\n", "ewtrace = tracelist[0][1] #Get the EW component of the station in this data file from Turkey\n", "net = ewtrace.stats['network']\n", "station = ewtrace.stats['station']\n", "location = ewtrace.stats['location']\n", "channel = ewtrace.stats['channel']\n", "channel_id = '%s.%s.%s.%s' % (net,station,location,channel)\n", "print(channel_id)\n", "ewtrace.plot()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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uu+/ihx80A2XUajVcXV1BCOHDOLOystCrVy84OTkhNzcXnp6esgbF0dGRf2b+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\nZPbvHBtyjU4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ewtrace.detrend('linear')\n", "ewtrace.detrend('demean')\n", "#ewtrace.taper(max_percentage=0.05, type='cosine')\n", "ewtrace.plot()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Peak acceleration of TR.4902..EW is 0.56 m/s^2\n", "Peak velocity of TR.4902..EW is 0.11 m/s\n" ] }, { "data": { "image/png": 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BNjZI2VLhePjw4Th58qTMMEh2djYePHiAd999FytWrMC6deuQkJCAOnXq4LfffkNYWBiI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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ewtrace.filter('highpass',freq=0.02,zerophase=True,corners=4)\n", "pga = np.max(np.abs(ewtrace.data))\n", "print('Peak acceleration of %s is %.2f m/s^2' % (channel_id,pga))\n", "vtrace = ewtrace.copy()\n", "vtrace.integrate()\n", "pgv = np.max(np.abs(vtrace.data))\n", "print('Peak velocity of %s is %.2f m/s' % (channel_id,pgv))\n", "vtrace.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Stopping IPython" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the Terminal window where you started IPython, hit Ctrl-C and answer 'y' when presented with this question:\n", "\n", "*Shutdown this notebook server (y/[n])?*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
    Resources
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * This demonstration: https://github.com/mhearne-usgs/ipythondemo\n", " * Markdown Syntax: http://daringfireball.net/projects/markdown/\n", " * Python Tutorial for Scientists: http://nbviewer.ipython.org/gist/rpmuller/5920182\n", " * IPython Tutorial: http://ipython.org/ipython-doc/2/interactive/tutorial.html\n", " * SciPy (core numerical libraries): http://docs.scipy.org/doc/scipy/reference/\n", " * Matplotlib (generic 2D and 3D plotting): http://matplotlib.org/api/pyplot_summary.html and http://matplotlib.org/gallery.html\n", " * Basemap (Geographic maps): http://matplotlib.org/basemap/api/basemap_api.html and http://matplotlib.org/basemap/users/examples.html\n", " * Shapely (Geometric shapes and operations on them): http://toblerity.org/shapely/manual.html\n", " * Fiona (Reading in spatial vector data): http://toblerity.org/fiona/manual.html\n", " * ObsPy (seismological tools): http://docs.obspy.org/tutorial/ \n", " * Pandas (data modeling/analysis tools): http://pandas.pydata.org/ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##
    Other Possible Topics:
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Using nbconvert to save Notebook as PDF, HTML, Python script...\n", "- SymPy : Symbolic math package - like Mathematica\n", "- More on Pandas: Implementation of R-like Data Frame object\n", "- More detailed overview of ObsPy - triggers, picks, etc.\n", "- Scipy modules for:\n", " - statistics\n", " - function optimization\n", " - interpolation\n", " - Fourier transforms\n", " - signal processing\n", " - linear algebra\n", " - machine learning (Bayesian, logistic regression, etc., etc.)\n", " " ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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oxMiBq0alsHcvGymSSCq0Uzh6NCHTSSj797MWiv36AdnZSs+Gk2rwJLauEYvs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\n2+3GPffcg5EjR2Lbtm1wOBwAWD/jyspK8ZgWiwXp6ekAgLS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.xkcd():\n", " x = np.arange(0,12)\n", " y = np.random.rand(12,1)\n", " plt.plot(x,y,'b')\n", " plt.xlabel('Months')\n", " plt.ylabel('Profits')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.4" } }, "nbformat": 4, "nbformat_minor": 0 }